diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 8007a1e3..5f85ae7b 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -133,5 +133,5 @@ is the checklist:
 *The initial version of these guidelines is adapted from [3D Slicer guidelines](https://slicer.readthedocs.io/en/latest/developer_guide/contributing.html?highlight=contributing#decision-making-process)*
 
 
-[slicer-forum]: https://discourse.slicer.org/c/community/slicerautoscoperm/30
-[slicer-issues]: https://github.com/BrownBiomechanics/Autoscoper/issues
+[autoscoper-forum]: https://discourse.slicer.org/c/community/slicerautoscoperm/30
+[autoscoper-issues]: https://github.com/BrownBiomechanics/Autoscoper/issues
diff --git a/Documentation/tutorials/pre-processing-module.md b/Documentation/tutorials/pre-processing-module.md
index 83542acd..9ca1bc77 100644
--- a/Documentation/tutorials/pre-processing-module.md
+++ b/Documentation/tutorials/pre-processing-module.md
@@ -22,7 +22,7 @@ Before diving into pre-processing, ensure that you have already loaded the data
 
 To access the Pre-Processing module, open the AutoscoperM module located in the `Tracking` category. Next, navigate to the second tab labeled `Autoscoper Pre-Processing`.
 
-![Pre-Processing Module UI Overview](https://github.com/BrownBiomechanics/Autoscoper/releases/download/docs-resources/prePro_uiOverview.png)
+![Pre-Processing Module UI Overview](https://github.com/BrownBiomechanics/Autoscoper/releases/download/docs-resources/prePro_overview.png)
 
 ## General Inputs